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While we found its performance depended strongly on the chosen cut-off, overall, reaction time criteria resulted in higher true positive rates, while those based on accuracy led to superior positive predictive values. The most optimal strategy, however, may involve combining criteria considering both accuracy and reaction time. Early appropriate antibiotic administration is associated with improved outcomes in infectious illnesses. During drug shortages in 2017, the American Society of Health-System Pharmacists recommended intra